Update README.md

README.md

@@ -9,31 +9,17 @@
 [docs-shield]: https://img.shields.io/badge/DeepWiki-009485?style=for-the-badge&logo=readthedocs&logoColor=white
 [docs-url]: https://deepwiki.com/cactus-compute/cactus
 
-Cactus is a lightweight, high-performance framework for running AI models on mobile devices, with simple and consistent APIs across C/C++, Dart/Flutter and Ts/React-Native. Cactus currently leverages GGML backends to support any GGUF model already compatible with Llama.cpp. 
+A cross-platform framework for deploying LLMs, VLMs, Embedding Models, TTS models and more locally on smartphones.
 
-## ![Features](https://img.shields.io/badge/Features-grey.svg?style=for-the-badge)
+## ![Features](https://img.shields.io/badge/WHy_Cactus-grey.svg?style=for-the-badge)
 
-- Text completion and chat completion
-- Vision Language Models 
-- Streaming token generation 
-- Embedding generation 
-- Text-to-speech model support (early stages) 
-- JSON mode with schema validation 
+- Available in Flutter and React-Native for cross-platform developers.
+- Supports any GGUF model you can find on Huggingface; Qwen, Gemma, Llama, DeepSeek etc.
+- Accommodates from FP32 to as low as 2-bit quantized models, for efficiency and less device strain. 
+- MCP tool-calls to make AI performant and helpful (set reminder, gallery search, reply messages) etc.
+- iOS xcframework and JNILibs for native setups 
+- Neat and tiny C++ build for custom hardware
 - Chat templates with Jinja2 support 
-- Low memory footprint 
-- Battery-efficient inference 
-- Background processing 
-
-## ![Why Cactus?](https://img.shields.io/badge/WHy_Cactus-grey.svg?style=for-the-badge)
-
-- APIs are increasingly becoming expensive, especially at scale 
-- Private and local, data do not leave the device whatsoever 
-- Low-latency anf fault-tolerant, no need for users to have internet connections 
-- Small models excell at most tasks, big APIs are often only better at enterprise tasks like coding
-- Freedom to use any GGUF model, unlike Apple Foundations and Google AI Core 
-- React-Native and Flutter APIs, no need for separate Swift and Android setups 
-- iOS xcframework and JNILibs ifworking in native setup
-- Neat and tiny C++ build for custom hardware 
 
 ## ![Flutter](https://img.shields.io/badge/Flutter-grey.svg?style=for-the-badge&logo=Flutter&logoColor=white)
 
@@ -226,40 +212,6 @@ Cactus backend is written in C/C++ and can run directly on any ARM/X86/Raspberry
     ```
  To learn more, see the [C++ Docs](https://github.com/cactus-compute/cactus/blob/main/cactus). It covers chat design, embeddings, multimodal models, text-to-speech, and more.
 
-
-## ![Using this Repo & Example Apps](https://img.shields.io/badge/Using_Repo_And_Examples-grey.svg?style=for-the-badge)
-
-First, clone the repo with `git clone https://github.com/cactus-compute/cactus.git`, cd into it and make all scripts executable with `chmod +x scripts/*.sh`
-
-1. **Flutter**
-    - Build the Android JNILibs with `scripts/build-flutter-android.sh`.
-    - Build the Flutter Plugin with `scripts/build-flutter-android.sh`.
-    - Navigate to the example app with `cd flutter/example`.
-    - Open your simulator via Xcode or Android Studio, [walkthrough](https://medium.com/@daspinola/setting-up-android-and-ios-emulators-22d82494deda) if you have not done this before.
-    - Always start app with this combo `flutter clean && flutter pub get && flutter run`.
-    - Play with the app, and make changes either to the example app or plugin as desired.
-
-2. **React Native**
-    - Build the Android JNILibs with `scripts/build-react-android.sh`.
-    - Build the Flutter Plugin with `scripts/build-react-android.sh`.
-    - Navigate to the example app with `cd react/example`.
-    - Setup your simulator via Xcode or Android Studio, [walkthrough](https://medium.com/@daspinola/setting-up-android-and-ios-emulators-22d82494deda) if you have not done this before.
-    - Always start app with this combo `yarn && yarn ios` or `yarn && yarn android`.
-    - Play with the app, and make changes either to the example app or package as desired.
-    - For now, if changes are made in the package, you would manually copy the files/folders into the `examples/react/node_modules/cactus-react-native`.
-
-2. **C/C++**
-    - Navigate to the example app with `cd cactus/example`.
-    - There are multiple main files `main_vlm, main_llm, main_embed, main_tts`.
-    - Build both the libraries and executable using `build.sh`.
-    - Run with one of the executables `./cactus_vlm`, `./cactus_llm`, `./cactus_embed`, `./cactus_tts`.
-    - Try different models and make changes as desired.
-
-4. **Contributing**
-    - To contribute a bug fix, create a branch after making your changes with `git checkout -b <branch-name>` and submit a PR. 
-    - To contribute a feature, please raise as issue first so it can be discussed, to avoid intersecting with someone else.
-    - [Join our discord](https://discord.gg/SdZjmfWQ)
-
 ## ![Performance](https://img.shields.io/badge/Performance-grey.svg?style=for-the-badge)
 
 | Device                        |  Gemma3 1B Q4 (toks/sec) |    Qwen3 4B Q4 (toks/sec)   |  
@@ -287,12 +239,6 @@ First, clone the repo with `git clone https://github.com/cactus-compute/cactus.g
 | Samsung Galaxy Z Fold 4       |            22            |             7               |
 | Xiaomi Poco F6 5G             |            22            |             6               |
 
-## ![Demo](https://img.shields.io/badge/Demo-grey.svg?style=for-the-badge)
-
-We created a demo chat app we use for benchmarking:
-
-[![Download App](https://img.shields.io/badge/Download_iOS_App-grey?style=for-the-badge&logo=apple&logoColor=white)](https://apps.apple.com/gb/app/cactus-chat/id6744444212)
-[![Download App](https://img.shields.io/badge/Download_Android_App-grey?style=for-the-badge&logo=android&logoColor=white)](https://play.google.com/store/apps/details?id=com.rshemetsubuser.myapp&pcampaignid=web_share)
+We are completely open-source and would appreciate feedback!
 
-## ![Recommendations](https://img.shields.io/badge/Our_Recommendations-grey.svg?style=for-the-badge)
-We provide a colleaction of recommended models on our [HuggingFace Page](https://huggingface.co/Cactus-Compute?sort_models=alphabetical#models)
+Repo: https://github.com/cactus-compute/cactus